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https://github.com/TriliumNext/Notes.git
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better manage chunking errors
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@ -6,6 +6,52 @@ import type { NoteEmbeddingContext } from "./types.js";
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// Remove static imports that cause circular dependencies
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// Remove static imports that cause circular dependencies
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// import { storeNoteEmbedding, deleteNoteEmbeddings } from "./storage.js";
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// import { storeNoteEmbedding, deleteNoteEmbeddings } from "./storage.js";
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// Define error categories for better handling
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const ERROR_CATEGORIES = {
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// Temporary errors that should be retried
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TEMPORARY: {
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patterns: [
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'timeout', 'connection', 'network', 'rate limit', 'try again',
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'service unavailable', 'too many requests', 'server error',
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'gateway', 'temporarily', 'overloaded'
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]
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},
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// Permanent errors that should not be retried
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PERMANENT: {
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patterns: [
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'invalid request', 'invalid content', 'not found', 'unsupported model',
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'invalid model', 'content policy', 'forbidden', 'unauthorized',
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'token limit', 'context length', 'too long', 'content violation'
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]
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}
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};
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/**
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* Categorize an error as temporary or permanent based on its message
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* @param errorMessage - The error message to categorize
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* @returns 'temporary', 'permanent', or 'unknown'
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*/
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function categorizeError(errorMessage: string): 'temporary' | 'permanent' | 'unknown' {
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const lowerCaseMessage = errorMessage.toLowerCase();
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// Check for temporary error patterns
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for (const pattern of ERROR_CATEGORIES.TEMPORARY.patterns) {
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if (lowerCaseMessage.includes(pattern.toLowerCase())) {
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return 'temporary';
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}
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}
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// Check for permanent error patterns
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for (const pattern of ERROR_CATEGORIES.PERMANENT.patterns) {
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if (lowerCaseMessage.includes(pattern.toLowerCase())) {
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return 'permanent';
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}
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}
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// Default to unknown
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return 'unknown';
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}
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/**
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/**
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* Process a large note by breaking it into chunks and creating embeddings for each chunk
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* Process a large note by breaking it into chunks and creating embeddings for each chunk
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* This provides more detailed and focused embeddings for different parts of large notes
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* This provides more detailed and focused embeddings for different parts of large notes
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@ -69,8 +115,20 @@ export async function processNoteWithChunking(
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let successfulChunks = 0;
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let successfulChunks = 0;
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let failedChunks = 0;
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let failedChunks = 0;
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const totalChunks = chunks.length;
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const totalChunks = chunks.length;
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const failedChunkDetails: {index: number, error: string}[] = [];
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const failedChunkDetails: {
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const retryQueue: {index: number, chunk: any}[] = [];
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index: number,
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error: string,
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category: 'temporary' | 'permanent' | 'unknown',
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attempts: number
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}[] = [];
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const retryQueue: {
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index: number,
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chunk: any,
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attempts: number
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}[] = [];
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// Maximum number of retry attempts per chunk
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const MAX_CHUNK_RETRY_ATTEMPTS = 2;
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log.info(`Processing ${chunks.length} chunks for note ${noteId} (${note.title})`);
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log.info(`Processing ${chunks.length} chunks for note ${noteId} (${note.title})`);
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@ -98,39 +156,55 @@ export async function processNoteWithChunking(
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provider.name === 'ollama' ? 500 : 100));
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provider.name === 'ollama' ? 500 : 100));
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}
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}
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} catch (error: any) {
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} catch (error: any) {
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const errorMessage = error.message || 'Unknown error';
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const errorCategory = categorizeError(errorMessage);
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// Track the failure for this specific chunk
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// Track the failure for this specific chunk
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failedChunks++;
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failedChunks++;
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failedChunkDetails.push({
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failedChunkDetails.push({
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index: i + 1,
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index: i + 1,
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error: error.message || 'Unknown error'
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error: errorMessage,
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category: errorCategory,
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attempts: 1
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});
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});
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// Add to retry queue
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// Only add to retry queue if not a permanent error
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retryQueue.push({
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if (errorCategory !== 'permanent') {
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index: i,
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retryQueue.push({
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chunk: chunk
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index: i,
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});
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chunk: chunk,
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attempts: 1
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});
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} else {
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log.info(`Chunk ${i + 1} for note ${noteId} has permanent error, skipping retries: ${errorMessage}`);
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}
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log.error(`Error processing chunk ${i + 1} for note ${noteId}: ${error.message || 'Unknown error'}`);
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log.error(`Error processing chunk ${i + 1} for note ${noteId} (${errorCategory} error): ${errorMessage}`);
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}
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}
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}
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}
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// Retry failed chunks with exponential backoff
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// Retry failed chunks with exponential backoff, but only those that aren't permanent errors
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if (retryQueue.length > 0 && retryQueue.length < chunks.length) {
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if (retryQueue.length > 0 && retryQueue.length < chunks.length) {
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log.info(`Retrying ${retryQueue.length} failed chunks for note ${noteId}`);
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log.info(`Retrying ${retryQueue.length} failed chunks for note ${noteId}`);
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for (let j = 0; j < retryQueue.length; j++) {
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for (let j = 0; j < retryQueue.length; j++) {
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const {index, chunk} = retryQueue[j];
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const item = retryQueue[j];
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// Skip if we've already reached the max retry attempts for this chunk
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if (item.attempts >= MAX_CHUNK_RETRY_ATTEMPTS) {
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log.info(`Skipping chunk ${item.index + 1} for note ${noteId} as it reached maximum retry attempts (${MAX_CHUNK_RETRY_ATTEMPTS})`);
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continue;
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}
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try {
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try {
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// Wait longer for retries with exponential backoff
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// Wait longer for retries with exponential backoff
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await new Promise(resolve => setTimeout(resolve, 1000 * Math.pow(1.5, j)));
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await new Promise(resolve => setTimeout(resolve, 1000 * Math.pow(1.5, j)));
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// Retry the embedding
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// Retry the embedding
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const embedding = await provider.generateEmbeddings(chunk.content);
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const embedding = await provider.generateEmbeddings(item.chunk.content);
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// Store with unique ID that indicates it was a retry
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// Store with unique ID that indicates it was a retry
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const chunkIdSuffix = `${index + 1}_of_${chunks.length}`;
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const chunkIdSuffix = `${item.index + 1}_of_${chunks.length}`;
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await storage.storeNoteEmbedding(
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await storage.storeNoteEmbedding(
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noteId,
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noteId,
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provider.name,
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provider.name,
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@ -143,13 +217,35 @@ export async function processNoteWithChunking(
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failedChunks--;
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failedChunks--;
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// Remove from failedChunkDetails
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// Remove from failedChunkDetails
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const detailIndex = failedChunkDetails.findIndex(d => d.index === index + 1);
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const detailIndex = failedChunkDetails.findIndex(d => d.index === item.index + 1);
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if (detailIndex >= 0) {
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if (detailIndex >= 0) {
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failedChunkDetails.splice(detailIndex, 1);
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failedChunkDetails.splice(detailIndex, 1);
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}
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}
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log.info(`Successfully retried chunk ${item.index + 1} for note ${noteId} on attempt ${item.attempts + 1}`);
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} catch (error: any) {
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} catch (error: any) {
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log.error(`Retry failed for chunk ${index + 1} of note ${noteId}: ${error.message || 'Unknown error'}`);
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const errorMessage = error.message || 'Unknown error';
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// Keep failure count as is
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const errorCategory = categorizeError(errorMessage);
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// Update failure record with new attempt count
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const detailIndex = failedChunkDetails.findIndex(d => d.index === item.index + 1);
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if (detailIndex >= 0) {
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failedChunkDetails[detailIndex].attempts++;
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failedChunkDetails[detailIndex].error = errorMessage;
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failedChunkDetails[detailIndex].category = errorCategory;
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}
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log.error(`Retry failed for chunk ${item.index + 1} of note ${noteId} (${errorCategory} error): ${errorMessage}`);
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// Add to retry queue again only if it's not a permanent error and hasn't reached the max attempts
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if (errorCategory !== 'permanent' && item.attempts + 1 < MAX_CHUNK_RETRY_ATTEMPTS) {
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// If we're still below MAX_CHUNK_RETRY_ATTEMPTS, we'll try again in the next cycle
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item.attempts++;
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} else if (errorCategory === 'permanent') {
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log.info(`Chunk ${item.index + 1} for note ${noteId} will not be retried further due to permanent error`);
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} else {
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log.info(`Chunk ${item.index + 1} for note ${noteId} reached maximum retry attempts (${MAX_CHUNK_RETRY_ATTEMPTS})`);
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}
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}
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}
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}
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}
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}
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}
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@ -160,19 +256,38 @@ export async function processNoteWithChunking(
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}
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}
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if (failedChunks > 0) {
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if (failedChunks > 0) {
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log.info(`Failed to generate ${failedChunks} chunk embeddings for note ${noteId} (${note.title})`);
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// Count permanent vs temporary errors
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const permanentErrors = failedChunkDetails.filter(d => d.category === 'permanent').length;
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const temporaryErrors = failedChunkDetails.filter(d => d.category === 'temporary').length;
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const unknownErrors = failedChunkDetails.filter(d => d.category === 'unknown').length;
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log.info(`Failed to generate ${failedChunks} chunk embeddings for note ${noteId} (${note.title}). ` +
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`Permanent: ${permanentErrors}, Temporary: ${temporaryErrors}, Unknown: ${unknownErrors}`);
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}
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}
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// If no chunks were successfully processed, throw an error
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// If no chunks were successfully processed, throw an error
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// This will keep the note in the queue for another attempt
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// This will keep the note in the queue for another attempt
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if (successfulChunks === 0 && failedChunks > 0) {
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if (successfulChunks === 0 && failedChunks > 0) {
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throw new Error(`All ${failedChunks} chunks failed for note ${noteId}. First error: ${failedChunkDetails[0]?.error}`);
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// Check if all failures are permanent
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const allPermanent = failedChunkDetails.every(d => d.category === 'permanent');
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if (allPermanent) {
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throw new Error(`All ${failedChunks} chunks failed with permanent errors for note ${noteId}. First error: ${failedChunkDetails[0]?.error}`);
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} else {
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throw new Error(`All ${failedChunks} chunks failed for note ${noteId}. First error: ${failedChunkDetails[0]?.error}`);
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}
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}
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}
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// If some chunks failed but others succeeded, log a warning but consider the processing complete
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// If some chunks failed but others succeeded, log a warning but consider the processing complete
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// The note will be removed from the queue, but we'll store error information
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// The note will be removed from the queue, but we'll store error information
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if (failedChunks > 0 && successfulChunks > 0) {
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if (failedChunks > 0 && successfulChunks > 0) {
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const errorSummary = `Note processed partially: ${successfulChunks}/${totalChunks} chunks succeeded, ${failedChunks}/${totalChunks} failed`;
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// Create detailed error summary
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const permanentErrors = failedChunkDetails.filter(d => d.category === 'permanent').length;
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const temporaryErrors = failedChunkDetails.filter(d => d.category === 'temporary').length;
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const unknownErrors = failedChunkDetails.filter(d => d.category === 'unknown').length;
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const errorSummary = `Note processed partially: ${successfulChunks}/${totalChunks} chunks succeeded, ` +
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`${failedChunks}/${totalChunks} failed (${permanentErrors} permanent, ${temporaryErrors} temporary, ${unknownErrors} unknown)`;
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log.info(errorSummary);
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log.info(errorSummary);
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// Store a summary in the error field of embedding_queue
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// Store a summary in the error field of embedding_queue
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